{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting GBM simulation comparison...\n",
      "Traditional Euler method completed in 1.4478 seconds\n",
      "GMT-II method completed in 1.8094 seconds\n",
      "Performance ratio (Euler/GMT-II): 0.80x\n",
      "Extended GMT-II model with jumps generated successfully\n",
      "Euler method KS test (p-value): 0.8399\n",
      "GMT-II method KS test (p-value): 0.3765\n",
      "\n",
      "Theoretical mean: 105.1271, std: 21.2374\n",
      "Euler mean: 105.0483, std: 20.2039\n",
      "GMT-II mean: 104.7486, std: 20.4049\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2100x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import kstest, lognorm\n",
    "import time\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "# 设置全局样式（确保英文正常显示，避免中文问题）\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "plt.rcParams.update({\n",
    "    'font.family': 'Arial',\n",
    "    'font.size': 10,\n",
    "    'axes.titlesize': 12,\n",
    "    'axes.titleweight': 'bold',\n",
    "    'axes.labelsize': 11,\n",
    "    'lines.linewidth': 1.5,\n",
    "    'legend.fontsize': 9,\n",
    "    'axes.unicode_minus': False,\n",
    "    'figure.dpi': 150\n",
    "})\n",
    "\n",
    "# 几何布朗运动参数\n",
    "S0 = 100.0       # 初始价格\n",
    "mu = 0.05        # 漂移率\n",
    "sigma = 0.2      # 波动率\n",
    "T = 1.0          # 时间长度(年)\n",
    "dt = 1/252       # 时间步长(交易日)\n",
    "n_steps = int(T/dt)\n",
    "n_paths = 1000   # 模拟路径数量\n",
    "\n",
    "# 理论终端分布参数\n",
    "theoretical_mean = S0 * np.exp(mu * T)\n",
    "theoretical_std = S0 * np.exp(mu * T) * np.sqrt(np.exp(sigma**2 * T) - 1)\n",
    "\n",
    "# ========================================\n",
    "# 传统欧拉方法\n",
    "# ========================================\n",
    "def gbm_euler(S0, mu, sigma, T, dt, n_paths):\n",
    "    n_steps = int(T/dt)\n",
    "    paths = np.zeros((n_paths, n_steps + 1))\n",
    "    paths[:, 0] = S0  # 初始价格\n",
    "    \n",
    "    for i in range(n_paths):\n",
    "        for j in range(1, n_steps + 1):\n",
    "            # 生成标准正态随机数\n",
    "            Z = np.random.normal(0, 1)\n",
    "            # 欧拉离散化更新\n",
    "            paths[i, j] = paths[i, j-1] * (1 + mu * dt + sigma * np.sqrt(dt) * Z)\n",
    "    \n",
    "    return paths\n",
    "\n",
    "# ========================================\n",
    "# GMT-II方法\n",
    "# ========================================\n",
    "class GMT_GBM:\n",
    "    def __init__(self, S0, mu, sigma):\n",
    "        self.S = S0\n",
    "        self.mu = mu\n",
    "        self.sigma = sigma\n",
    "        self.path = [S0]  # 存储价格路径\n",
    "        self.operations = []  # 存储操作记录（用于可扩展性验证）\n",
    "    \n",
    "    def drift_op(self, dt):\n",
    "        \"\"\"漂移项操作\"\"\"\n",
    "        return self.mu * self.S * dt\n",
    "    \n",
    "    def diffusion_op(self, dt):\n",
    "        \"\"\"扩散项操作\"\"\"\n",
    "        Z = np.random.normal(0, 1)\n",
    "        return self.sigma * self.S * np.sqrt(dt) * Z\n",
    "    \n",
    "    def step(self, dt):\n",
    "        \"\"\"执行一步模拟\"\"\"\n",
    "        drift = self.drift_op(dt)\n",
    "        diffusion = self.diffusion_op(dt)\n",
    "        \n",
    "        # 记录操作细节（可扩展性验证）\n",
    "        self.operations.append({\n",
    "            'drift': drift,\n",
    "            'diffusion': diffusion,\n",
    "            'total_change': drift + diffusion\n",
    "        })\n",
    "        \n",
    "        # 更新价格\n",
    "        self.S += drift + diffusion\n",
    "        self.path.append(self.S)\n",
    "    \n",
    "    def simulate(self, T, dt):\n",
    "        \"\"\"完整路径模拟\"\"\"\n",
    "        n_steps = int(T/dt)\n",
    "        for _ in range(n_steps):\n",
    "            self.step(dt)\n",
    "        return self.path\n",
    "\n",
    "# ========================================\n",
    "# 可扩展性验证：添加跳跃项\n",
    "# ========================================\n",
    "class GMT_GBM_With_Jumps(GMT_GBM):\n",
    "    def __init__(self, S0, mu, sigma, lambda_jump=0.5, mu_jump=-0.02, sigma_jump=0.1):\n",
    "        super().__init__(S0, mu, sigma)\n",
    "        self.lambda_jump = lambda_jump  # 跳跃强度\n",
    "        self.mu_jump = mu_jump          # 跳跃均值\n",
    "        self.sigma_jump = sigma_jump    # 跳跃波动率\n",
    "    \n",
    "    def jump_op(self, dt):\n",
    "        \"\"\"跳跃项操作（新增操作）\"\"\"\n",
    "        # 泊松过程：判断是否发生跳跃\n",
    "        if np.random.rand() < self.lambda_jump * dt:\n",
    "            jump_size = np.exp(self.mu_jump + self.sigma_jump * np.random.normal()) - 1\n",
    "            return self.S * jump_size\n",
    "        return 0\n",
    "    \n",
    "    def step(self, dt):\n",
    "        \"\"\"重写step方法，添加跳跃操作\"\"\"\n",
    "        drift = self.drift_op(dt)\n",
    "        diffusion = self.diffusion_op(dt)\n",
    "        jump = self.jump_op(dt)  # 新增跳跃操作\n",
    "        \n",
    "        # 记录包含跳跃的操作细节\n",
    "        self.operations.append({\n",
    "            'drift': drift,\n",
    "            'diffusion': diffusion,\n",
    "            'jump': jump,\n",
    "            'total_change': drift + diffusion + jump\n",
    "        })\n",
    "        \n",
    "        # 更新价格\n",
    "        self.S += drift + diffusion + jump\n",
    "        self.path.append(self.S)\n",
    "\n",
    "# ========================================\n",
    "# 执行模拟\n",
    "# ========================================\n",
    "print(\"Starting GBM simulation comparison...\")\n",
    "\n",
    "# 传统方法\n",
    "start_time = time.time()\n",
    "euler_paths = gbm_euler(S0, mu, sigma, T, dt, n_paths)\n",
    "euler_time = time.time() - start_time\n",
    "print(f\"Traditional Euler method completed in {euler_time:.4f} seconds\")\n",
    "\n",
    "# GMT-II方法\n",
    "start_time = time.time()\n",
    "gmt_paths = []\n",
    "for _ in range(n_paths):\n",
    "    model = GMT_GBM(S0, mu, sigma)\n",
    "    gmt_paths.append(model.simulate(T, dt))\n",
    "gmt_time = time.time() - start_time\n",
    "print(f\"GMT-II method completed in {gmt_time:.4f} seconds\")\n",
    "print(f\"Performance ratio (Euler/GMT-II): {euler_time/gmt_time:.2f}x\")\n",
    "\n",
    "# 可扩展性验证：生成带跳跃的路径\n",
    "extended_model = GMT_GBM_With_Jumps(S0, mu, sigma)\n",
    "extended_path = extended_model.simulate(T, dt)\n",
    "print(\"Extended GMT-II model with jumps generated successfully\")\n",
    "\n",
    "# 提取终端价格，并转换为numpy数组便于计算\n",
    "euler_terminals = euler_paths[:, -1]\n",
    "gmt_terminals = np.array([path[-1] for path in gmt_paths])  # 修复：转换为numpy数组\n",
    "\n",
    "# 理论对数正态分布参数\n",
    "s = sigma * np.sqrt(T)\n",
    "scale = S0 * np.exp((mu - 0.5 * sigma**2) * T)\n",
    "\n",
    "# KS检验（与理论分布对比）\n",
    "euler_ks = kstest(euler_terminals, 'lognorm', args=(s, 0, scale))\n",
    "gmt_ks = kstest(gmt_terminals, 'lognorm', args=(s, 0, scale))\n",
    "print(f\"Euler method KS test (p-value): {euler_ks.pvalue:.4f}\")\n",
    "print(f\"GMT-II method KS test (p-value): {gmt_ks.pvalue:.4f}\")\n",
    "\n",
    "# 计算统计量\n",
    "euler_mean = np.mean(euler_terminals)\n",
    "euler_std = np.std(euler_terminals)\n",
    "gmt_mean = np.mean(gmt_terminals)\n",
    "gmt_std = np.std(gmt_terminals)\n",
    "\n",
    "print(f\"\\nTheoretical mean: {theoretical_mean:.4f}, std: {theoretical_std:.4f}\")\n",
    "print(f\"Euler mean: {euler_mean:.4f}, std: {euler_std:.4f}\")\n",
    "print(f\"GMT-II mean: {gmt_mean:.4f}, std: {gmt_std:.4f}\")\n",
    "\n",
    "# ========================================\n",
    "# 结果可视化\n",
    "# ========================================\n",
    "fig = plt.figure(figsize=(14, 10))\n",
    "gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "# 1. 路径对比图\n",
    "ax1 = plt.subplot(gs[0, 0])\n",
    "time_axis = np.linspace(0, T, n_steps + 1)\n",
    "\n",
    "# 绘制2条典型路径\n",
    "ax1.plot(time_axis, euler_paths[0], '--', color='royalblue', alpha=0.7, label='Euler Method')\n",
    "ax1.plot(time_axis, gmt_paths[0], '-', color='darkorange', alpha=0.7, label='GMT-II Method')\n",
    "\n",
    "ax1.set_title('GBM Path Comparison', fontweight='bold')\n",
    "ax1.set_xlabel('Time (Years)')\n",
    "ax1.set_ylabel('Price')\n",
    "ax1.legend()\n",
    "ax1.grid(alpha=0.3)\n",
    "\n",
    "# 2. 终端价格分布对比\n",
    "ax2 = plt.subplot(gs[0, 1])\n",
    "\n",
    "# 绘制理论分布\n",
    "# 修复：使用numpy数组的min/max方法\n",
    "x = np.linspace(\n",
    "    min(euler_terminals.min(), gmt_terminals.min()), \n",
    "    max(euler_terminals.max(), gmt_terminals.max()), \n",
    "    200\n",
    ")\n",
    "pdf = lognorm.pdf(x, s, 0, scale)\n",
    "ax2.plot(x, pdf, 'k-', label='Theoretical Distribution')\n",
    "\n",
    "# 绘制模拟分布\n",
    "sns.kdeplot(euler_terminals, color='royalblue', label='Euler Method', fill=True, alpha=0.5)\n",
    "sns.kdeplot(gmt_terminals, color='darkorange', label='GMT-II Method', fill=True, alpha=0.5)\n",
    "\n",
    "ax2.set_title('Terminal Price Distribution', fontweight='bold')\n",
    "ax2.set_xlabel('Price at T=1')\n",
    "ax2.set_ylabel('Density')\n",
    "ax2.legend()\n",
    "ax2.grid(alpha=0.3)\n",
    "\n",
    "# 3. 计算效率对比\n",
    "ax3 = plt.subplot(gs[1, 0])\n",
    "methods = ['Euler Method', 'GMT-II Method']\n",
    "times = [euler_time, gmt_time]\n",
    "\n",
    "ax3.bar(methods, times, color=['royalblue', 'darkorange'])\n",
    "ax3.set_title('Computation Time Comparison', fontweight='bold')\n",
    "ax3.set_ylabel('Time (seconds)')\n",
    "ax3.grid(alpha=0.3, axis='y')\n",
    "\n",
    "# 添加数值标签\n",
    "for i, v in enumerate(times):\n",
    "    ax3.text(i, v + 0.01, f'{v:.4f}s', ha='center')\n",
    "\n",
    "# 4. 可扩展性展示（带跳跃的GMT-II模型）\n",
    "ax4 = plt.subplot(gs[1, 1])\n",
    "ax4.plot(time_axis, extended_path, 'b-', label='GBM with Jumps', alpha=0.8)\n",
    "\n",
    "# 标记跳跃点\n",
    "jump_points = [i for i, op in enumerate(extended_model.operations) if op['jump'] != 0]\n",
    "jump_times = [time_axis[i+1] for i in jump_points]\n",
    "jump_prices = [extended_path[i+1] for i in jump_points]\n",
    "ax4.scatter(jump_times, jump_prices, color='red', s=30, label='Jump Events', zorder=10)\n",
    "\n",
    "ax4.set_title('Extended GMT-II Model with Jumps', fontweight='bold')\n",
    "ax4.set_xlabel('Time (Years)')\n",
    "ax4.set_ylabel('Price')\n",
    "ax4.legend()\n",
    "ax4.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('gbm_verification_results.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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